Day 2 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295516
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 8 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 7 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Humidity (%r.h.)` and 14 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 3 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -98.05186846)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32192 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:21:09.754670
Analysis finished	2022-12-20 08:25:54.293454
Duration	4 minutes and 44.54 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295516
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45450.911

Minimum	0
Maximum	90909.585
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4550.3965
Q1	22738.039
median	45451.35
Q3	68153.277
95-th percentile	86359.916
Maximum	90909.585
Range	90909.585
Interquartile range (IQR)	45415.239

Descriptive statistics

Standard deviation	26235.338
Coefficient of variation (CV)	0.57722359
Kurtosis	-1.1988754
Mean	45450.911
Median Absolute Deviation (MAD)	22707.699
Skewness	6.9101035 × 10^-5
Sum	1.3431472 × 10¹⁰
Variance	6.8829297 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60613.283	1	< 0.1%
60585.064	1	< 0.1%
60584.754	1	< 0.1%
60584.445	1	< 0.1%
60584.137	1	< 0.1%
60583.827	1	< 0.1%
60583.518	1	< 0.1%
60583.208	1	< 0.1%
60582.898	1	< 0.1%
Other values (295506)	295506	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.309	1	< 0.1%
0.619	1	< 0.1%
0.928	1	< 0.1%
1.235	1	< 0.1%
1.545	1	< 0.1%
1.853	1	< 0.1%
2.161	1	< 0.1%
2.47	1	< 0.1%
2.779	1	< 0.1%

Value	Count	Frequency (%)
90909.585	1	< 0.1%
90909.281	1	< 0.1%
90908.976	1	< 0.1%
90908.671	1	< 0.1%
90908.366	1	< 0.1%
90908.061	1	< 0.1%
90907.757	1	< 0.1%
90907.451	1	< 0.1%
90907.146	1	< 0.1%
90906.841	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	310
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8999365

Minimum	0
Maximum	20
Zeros	32192
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4290286
Coefficient of variation (CV)	0.649401
Kurtosis	-1.233963
Mean	9.8999365
Median Absolute Deviation (MAD)	6.67
Skewness	0.0090592728
Sum	2925589.6
Variance	41.332409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32192	10.9%
17.78	29265	9.9%
4.44	29252	9.9%
13.33	29247	9.9%
6.67	29239	9.9%
20	29231	9.9%
2.22	29220	9.9%
11.11	29219	9.9%
15.56	29203	9.9%
8.89	29147	9.9%
Other values (300)	301	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32192	10.9%
0.0266	1	< 0.1%
0.22	1	< 0.1%
0.2889	1	< 0.1%
0.3378	1	< 0.1%
0.4595	1	< 0.1%
0.5705	1	< 0.1%
0.6222	1	< 0.1%
0.6845	1	< 0.1%
0.9191	1	< 0.1%

Value	Count	Frequency (%)
20	29231	9.9%
19.7935	1	< 0.1%
19.7467	1	< 0.1%
19.32	1	< 0.1%
19.1131	1	< 0.1%
19.1053	1	< 0.1%
18.8	1	< 0.1%
18.7879	1	< 0.1%
18.787	1	< 0.1%
18.7612	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	21644
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.748175

Minimum	16.39
Maximum	72.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.39
5-th percentile	23.09
Q1	36.14
median	46.65
Q3	55.33
95-th percentile	65.23
Maximum	72.92
Range	56.53
Interquartile range (IQR)	19.19

Descriptive statistics

Standard deviation	12.467841
Coefficient of variation (CV)	0.27253199
Kurtosis	-0.73838758
Mean	45.748175
Median Absolute Deviation (MAD)	9.45
Skewness	-0.16087023
Sum	13519318
Variance	155.44706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.92	4837	1.6%
51.77	4658	1.6%
36.14	3868	1.3%
38.26	3312	1.1%
30.76	3151	1.1%
21.99	3115	1.1%
47.67	3105	1.1%
31.84	3014	1.0%
30.74	2860	1.0%
46.64	2846	1.0%
Other values (21634)	260750	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.39	152	0.1%
16.3904	1	< 0.1%
16.3905	1	< 0.1%
16.3909	1	< 0.1%
16.391	1	< 0.1%
16.3914	1	< 0.1%
16.3915	1	< 0.1%
16.4553	1	< 0.1%
16.4771	1	< 0.1%
16.5084	1	< 0.1%

Value	Count	Frequency (%)
72.92	287	0.1%
72.9194	1	< 0.1%
72.9188	1	< 0.1%
72.9182	1	< 0.1%
72.8067	1	< 0.1%
72.8034	1	< 0.1%
72.663	1	< 0.1%
72.6611	1	< 0.1%
72.5184	1	< 0.1%
72.5183	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	3755
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.427412

Minimum	26.14
Maximum	26.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	26.14
5-th percentile	26.22
Q1	26.38
median	26.46
Q3	26.5
95-th percentile	26.58
Maximum	26.62
Range	0.48
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.10374167
Coefficient of variation (CV)	0.0039255328
Kurtosis	-0.23711187
Mean	26.427412
Median Absolute Deviation (MAD)	0.04
Skewness	-0.66855755
Sum	7809723
Variance	0.010762334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.46	62870	21.3%
26.5	44961	15.2%
26.42	34794	11.8%
26.54	31538	10.7%
26.38	28110	9.5%
26.22	16089	5.4%
26.26	15629	5.3%
26.3	11912	4.0%
26.34	9774	3.3%
26.58	9583	3.2%
Other values (3745)	30256	10.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26.14	69	< 0.1%
26.1401	10	< 0.1%
26.1407	1	< 0.1%
26.1409	1	< 0.1%
26.1432	1	< 0.1%
26.1435	1	< 0.1%
26.1448	1	< 0.1%
26.1461	1	< 0.1%
26.1475	1	< 0.1%
26.1477	1	< 0.1%

Value	Count	Frequency (%)
26.62	5314	1.8%
26.6199	145	< 0.1%
26.6198	51	< 0.1%
26.6197	2	< 0.1%
26.6194	1	< 0.1%
26.6193	2	< 0.1%
26.6192	1	< 0.1%
26.619	1	< 0.1%
26.6189	1	< 0.1%
26.6188	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11422
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94252

Minimum	0
Maximum	272.6063
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7525
Q1	239.8952
median	239.9723
Q3	240.0456
95-th percentile	240.1832
Maximum	272.6063
Range	272.6063
Interquartile range (IQR)	0.1504

Descriptive statistics

Standard deviation	1.9355314
Coefficient of variation (CV)	0.0080666461
Kurtosis	11142.54
Mean	239.94252
Median Absolute Deviation (MAD)	0.0752
Skewness	-98.051868
Sum	70906853
Variance	3.7462817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
240.0058	141	< 0.1%
239.99	136	< 0.1%
239.9545	135	< 0.1%
239.9695	135	< 0.1%
239.9822	135	< 0.1%
239.9928	135	< 0.1%
239.9779	134	< 0.1%
239.9857	133	< 0.1%
239.964	133	< 0.1%
239.9629	132	< 0.1%
Other values (11412)	294167	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
0.1037	1	< 0.1%
0.5429	1	< 0.1%
0.982	1	< 0.1%
1.4198	1	< 0.1%
31.7527	1	< 0.1%
47.1536	1	< 0.1%
70.8576	1	< 0.1%
77.886	1	< 0.1%
102.4733	1	< 0.1%

Value	Count	Frequency (%)
272.6063	1	< 0.1%
265.4839	1	< 0.1%
262.0708	1	< 0.1%
261.8683	1	< 0.1%
260.4217	1	< 0.1%
259.6269	1	< 0.1%
257.9961	1	< 0.1%
256.6632	1	< 0.1%
255.4238	1	< 0.1%
255.3764	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1708
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35531938

Minimum	0.199
Maximum	0.9009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.199
5-th percentile	0.2
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.899
Maximum	0.9009
Range	0.7019
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28869355
Coefficient of variation (CV)	0.81249029
Kurtosis	-0.20738807
Mean	0.35531938
Median Absolute Deviation (MAD)	0
Skewness	1.3365387
Sum	105002.56
Variance	0.083343965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	162508	55.0%
0.899	26989	9.1%
0.201	9575	3.2%
0.898	5093	1.7%
0.202	2999	1.0%
0.2001	2755	0.9%
0.2003	2677	0.9%
0.2007	2677	0.9%
0.2004	2672	0.9%
0.2005	2672	0.9%
Other values (1698)	74899	25.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.199	729	0.2%
0.1991	1013	0.3%
0.1992	1076	0.4%
0.1993	948	0.3%
0.1994	997	0.3%
0.1995	1043	0.4%
0.1996	1011	0.3%
0.1997	987	0.3%
0.1998	929	0.3%
0.1999	1053	0.4%

Value	Count	Frequency (%)
0.9009	3	< 0.1%
0.9008	3	< 0.1%
0.9007	1	< 0.1%
0.9006	3	< 0.1%
0.9005	2	< 0.1%
0.9004	2	< 0.1%
0.9002	1	< 0.1%
0.9001	1	< 0.1%
0.9	2444	0.8%
0.8999	1264	0.4%

R1 (MOhm)
Real number (ℝ)

Distinct	8513
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.331572

Minimum	0.0321
Maximum	116.4568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0321
5-th percentile	0.0783
Q1	0.4113
median	1.7516
Q3	26.1726
95-th percentile	66.4837
Maximum	116.4568
Range	116.4247
Interquartile range (IQR)	25.7613

Descriptive statistics

Standard deviation	22.707987
Coefficient of variation (CV)	1.4811258
Kurtosis	0.99517602
Mean	15.331572
Median Absolute Deviation (MAD)	1.6697
Skewness	1.4629259
Sum	4530725
Variance	515.65267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.5571	712	0.2%
69.1448	687	0.2%
69.6423	684	0.2%
0.0944	679	0.2%
70.2486	673	0.2%
68.0747	670	0.2%
66.4837	669	0.2%
67.0368	664	0.2%
0.0948	655	0.2%
66.0296	654	0.2%
Other values (8503)	288769	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0321	1	< 0.1%
0.0322	1	< 0.1%
0.0326	1	< 0.1%
0.0327	2	< 0.1%
0.0328	1	< 0.1%
0.0331	3	< 0.1%
0.0332	1	< 0.1%
0.0333	2	< 0.1%
0.0334	3	< 0.1%
0.0335	1	< 0.1%

Value	Count	Frequency (%)
116.4568	1	< 0.1%
113.4868	2	< 0.1%
111.9292	8	< 0.1%
110.6632	7	< 0.1%
109.181	4	< 0.1%
107.9756	10	< 0.1%
106.5634	11	< 0.1%
105.4143	22	< 0.1%
104.0673	43	< 0.1%
102.9706	43	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8270
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.59054

Minimum	0.0559
Maximum	144.618
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0559
5-th percentile	0.1395
Q1	0.4865
median	1.3908
Q3	29.5749
95-th percentile	76.9383
Maximum	144.618
Range	144.5621
Interquartile range (IQR)	29.0884

Descriptive statistics

Standard deviation	26.811283
Coefficient of variation (CV)	1.5241876
Kurtosis	0.48223647
Mean	17.59054
Median Absolute Deviation (MAD)	1.2495
Skewness	1.3833763
Sum	5198285.9
Variance	718.8449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.3034	1054	0.4%
79.0683	1048	0.4%
79.7171	1042	0.4%
76.3332	1005	0.3%
80.5097	990	0.3%
81.1822	984	0.3%
77.677	980	0.3%
75.6194	958	0.3%
75.0345	950	0.3%
76.9383	935	0.3%
Other values (8260)	285570	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0559	1	< 0.1%
0.056	1	< 0.1%
0.0565	1	< 0.1%
0.0567	1	< 0.1%
0.0568	1	< 0.1%
0.0573	2	< 0.1%
0.0576	2	< 0.1%
0.0579	1	< 0.1%
0.058	3	< 0.1%
0.0581	3	< 0.1%

Value	Count	Frequency (%)
144.618	1	< 0.1%
133.9633	1	< 0.1%
124.4448	1	< 0.1%
121.0628	2	< 0.1%
119.5851	1	< 0.1%
117.8584	1	< 0.1%
114.818	2	< 0.1%
113.4868	6	< 0.1%
111.9292	11	< 0.1%
110.6632	10	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8221
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.473663

Minimum	0.054
Maximum	175.1666
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.054
5-th percentile	0.1121
Q1	0.5927
median	4.2642
Q3	45.8407
95-th percentile	81.51
Maximum	175.1666
Range	175.1126
Interquartile range (IQR)	45.248

Descriptive statistics

Standard deviation	28.825388
Coefficient of variation (CV)	1.2826297
Kurtosis	-0.34684674
Mean	22.473663
Median Absolute Deviation (MAD)	4.1503
Skewness	1.0362009
Sum	6641327
Variance	830.90297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.0507	1206	0.4%
83.7703	1132	0.4%
84.6501	1120	0.4%
85.3974	1092	0.4%
82.2033	1082	0.4%
80.6932	1054	0.4%
81.51	1033	0.3%
86.3116	1027	0.3%
80.0247	1026	0.3%
78.592	987	0.3%
Other values (8211)	284757	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.054	1	< 0.1%
0.0542	1	< 0.1%
0.0553	1	< 0.1%
0.0563	1	< 0.1%
0.0574	1	< 0.1%
0.0575	1	< 0.1%
0.0578	1	< 0.1%
0.058	1	< 0.1%
0.0581	2	< 0.1%
0.0584	3	< 0.1%

Value	Count	Frequency (%)
175.1666	1	< 0.1%
162.3763	1	< 0.1%
153.6975	1	< 0.1%
146.3314	1	< 0.1%
118.8647	2	< 0.1%
114.1263	1	< 0.1%
112.8031	5	< 0.1%
111.2549	11	< 0.1%
109.9965	33	< 0.1%
108.5233	46	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7591
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.21222

Minimum	0.0392
Maximum	80.9098
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0392
5-th percentile	0.1021
Q1	2.0541
median	19.455
Q3	30.6869
95-th percentile	46.6306
Maximum	80.9098
Range	80.8706
Interquartile range (IQR)	28.6328

Descriptive statistics

Standard deviation	15.841458
Coefficient of variation (CV)	0.82455113
Kurtosis	-0.68267849
Mean	19.21222
Median Absolute Deviation (MAD)	13.7414
Skewness	0.40052675
Sum	5677518.5
Variance	250.95179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.9473	842	0.3%
29.6865	838	0.3%
29.2098	836	0.3%
32.1616	835	0.3%
31.212	831	0.3%
30.1786	824	0.3%
31.755	816	0.3%
29.797	812	0.3%
28.1797	809	0.3%
30.6869	806	0.3%
Other values (7581)	287267	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0392	1	< 0.1%
0.0396	1	< 0.1%
0.0405	1	< 0.1%
0.0406	1	< 0.1%
0.0411	1	< 0.1%
0.0413	2	< 0.1%
0.0418	1	< 0.1%
0.0419	1	< 0.1%
0.042	1	< 0.1%
0.0421	1	< 0.1%

Value	Count	Frequency (%)
80.9098	1	< 0.1%
76.8594	1	< 0.1%
76.0133	1	< 0.1%
75.3221	4	< 0.1%
74.5089	9	< 0.1%
73.8444	16	< 0.1%
73.0622	20	< 0.1%
72.4229	16	< 0.1%
71.6701	23	< 0.1%
71.0545	33	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7919
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.498183

Minimum	0.0482
Maximum	163.0324
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0482
5-th percentile	0.1151
Q1	1.8111
median	32.8155
Q3	51.4875
95-th percentile	78.1461
Maximum	163.0324
Range	162.9842
Interquartile range (IQR)	49.6764

Descriptive statistics

Standard deviation	26.972763
Coefficient of variation (CV)	0.85632757
Kurtosis	-0.97413369
Mean	31.498183
Median Absolute Deviation (MAD)	25.1466
Skewness	0.34433401
Sum	9308217
Variance	727.52992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.0682	1349	0.5%
49.1574	1339	0.5%
47.5412	1299	0.4%
47.2584	1291	0.4%
49.4117	1288	0.4%
47.7793	1279	0.4%
49.7203	1264	0.4%
48.3116	1247	0.4%
50.562	1243	0.4%
48.6068	1240	0.4%
Other values (7909)	282677	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0482	1	< 0.1%
0.0494	1	< 0.1%
0.0495	1	< 0.1%
0.0499	1	< 0.1%
0.0502	1	< 0.1%
0.0505	1	< 0.1%
0.0506	1	< 0.1%
0.0507	2	< 0.1%
0.0508	1	< 0.1%
0.0511	1	< 0.1%

Value	Count	Frequency (%)
163.0324	1	< 0.1%
151.9291	1	< 0.1%
126.116	1	< 0.1%
124.1949	4	< 0.1%
122.6378	2	< 0.1%
120.8197	3	< 0.1%
119.345	8	< 0.1%
117.6218	11	< 0.1%
116.223	9	< 0.1%
114.5874	31	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7873
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.963481

Minimum	0.0484
Maximum	168.4491
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0484
5-th percentile	0.1243
Q1	1.5832
median	23.3381
Q3	49.8802
95-th percentile	79.1164
Maximum	168.4491
Range	168.4007
Interquartile range (IQR)	48.297

Descriptive statistics

Standard deviation	27.343755
Coefficient of variation (CV)	0.94407694
Kurtosis	-0.8707065
Mean	28.963481
Median Absolute Deviation (MAD)	23.19085
Skewness	0.5517105
Sum	8559172.1
Variance	747.68092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.8802	1156	0.4%
48.1206	1150	0.4%
78.4368	1148	0.4%
47.3106	1148	0.4%
81.5165	1142	0.4%
48.6935	1135	0.4%
77.6364	1133	0.4%
49.2798	1130	0.4%
47.5609	1120	0.4%
50.8369	1107	0.4%
Other values (7863)	284147	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0484	1	< 0.1%
0.0487	2	< 0.1%
0.0491	1	< 0.1%
0.0496	1	< 0.1%
0.0497	1	< 0.1%
0.0499	1	< 0.1%
0.0503	1	< 0.1%
0.0504	2	< 0.1%
0.0508	2	< 0.1%
0.0511	2	< 0.1%

Value	Count	Frequency (%)
168.4491	1	< 0.1%
140.3037	1	< 0.1%
120.179	1	< 0.1%
118.6302	1	< 0.1%
116.8232	6	< 0.1%
115.3585	5	< 0.1%
113.6483	14	< 0.1%
112.2611	10	< 0.1%
110.6402	34	< 0.1%
109.3244	51	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7784
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.945815

Minimum	0.0527
Maximum	217.5961
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0527
5-th percentile	0.1222
Q1	1.8979
median	31.8796
Q3	52.7077
95-th percentile	80.5302
Maximum	217.5961
Range	217.5434
Interquartile range (IQR)	50.8098

Descriptive statistics

Standard deviation	27.697552
Coefficient of variation (CV)	0.86701659
Kurtosis	-1.0257914
Mean	31.945815
Median Absolute Deviation (MAD)	25.7326
Skewness	0.36052466
Sum	9440499.5
Variance	767.15437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.9924	1313	0.4%
49.1134	1310	0.4%
48.8606	1304	0.4%
53.0601	1299	0.4%
51.1767	1296	0.4%
50.8483	1289	0.4%
49.4202	1287	0.4%
52.0732	1262	0.4%
49.6787	1259	0.4%
47.778	1253	0.4%
Other values (7774)	282644	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0527	1	< 0.1%
0.0531	1	< 0.1%
0.0536	2	< 0.1%
0.0539	1	< 0.1%
0.054	1	< 0.1%
0.0544	1	< 0.1%
0.0547	2	< 0.1%
0.0549	2	< 0.1%
0.0551	1	< 0.1%
0.0553	1	< 0.1%

Value	Count	Frequency (%)
217.5961	1	< 0.1%
130.7453	1	< 0.1%
129.012	1	< 0.1%
116.9118	1	< 0.1%
115.5214	3	< 0.1%
113.8957	10	< 0.1%
112.5752	18	< 0.1%
111.0301	26	< 0.1%
109.7743	52	< 0.1%
108.304	63	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6186
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.939222

Minimum	0.033
Maximum	99.1944
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.033
5-th percentile	0.0996
Q1	11.8145
median	27.0667
Q3	40.8277
95-th percentile	60.1664
Maximum	99.1944
Range	99.1614
Interquartile range (IQR)	29.0132

Descriptive statistics

Standard deviation	19.590708
Coefficient of variation (CV)	0.72721878
Kurtosis	-0.83771284
Mean	26.939222
Median Absolute Deviation (MAD)	13.9908
Skewness	0.14195499
Sum	7960971.1
Variance	383.79584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.0146	1026	0.3%
53.0355	1022	0.3%
0.1003	1014	0.3%
54.073	1002	0.3%
54.8097	998	0.3%
50.6634	998	0.3%
0.1005	998	0.3%
46.5435	994	0.3%
0.1002	993	0.3%
0.1006	992	0.3%
Other values (6176)	285479	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.033	1	< 0.1%
0.0332	1	< 0.1%
0.0333	1	< 0.1%
0.0335	1	< 0.1%
0.0338	1	< 0.1%
0.0339	2	< 0.1%
0.0342	3	< 0.1%
0.0346	1	< 0.1%
0.0347	1	< 0.1%
0.0348	2	< 0.1%

Value	Count	Frequency (%)
99.1944	1	< 0.1%
93.4149	1	< 0.1%
90.4024	1	< 0.1%
88.4405	1	< 0.1%
87.4055	3	< 0.1%
86.5611	5	< 0.1%
85.5689	4	< 0.1%
84.7592	7	< 0.1%
83.8072	12	< 0.1%
83.03	18	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6175
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.397564

Minimum	0.0296
Maximum	81.6883
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0296
5-th percentile	0.097
Q1	8.6032
median	21.8723
Q3	34.4416
95-th percentile	51.7813
Maximum	81.6883
Range	81.6587
Interquartile range (IQR)	25.8384

Descriptive statistics

Standard deviation	16.872951
Coefficient of variation (CV)	0.75333865
Kurtosis	-0.81919077
Mean	22.397564
Median Absolute Deviation (MAD)	12.7287
Skewness	0.25155591
Sum	6618838.6
Variance	284.69647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0975	2819	1.0%
0.0976	2801	0.9%
0.0973	2796	0.9%
0.0972	2744	0.9%
0.0971	2649	0.9%
0.0977	2638	0.9%
0.097	2492	0.8%
0.0978	2391	0.8%
0.0968	2172	0.7%
0.098	2103	0.7%
Other values (6165)	269911	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0296	1	< 0.1%
0.0298	2	< 0.1%
0.0301	1	< 0.1%
0.0302	2	< 0.1%
0.0303	2	< 0.1%
0.0304	2	< 0.1%
0.0306	2	< 0.1%
0.0307	2	< 0.1%
0.0308	1	< 0.1%
0.0309	6	< 0.1%

Value	Count	Frequency (%)
81.6883	1	< 0.1%
71.8992	4	< 0.1%
70.1491	1	< 0.1%
69.5143	2	< 0.1%
68.9939	2	< 0.1%
68.3795	6	< 0.1%
67.8757	7	< 0.1%
67.2807	26	< 0.1%
66.7926	27	< 0.1%
66.2161	43	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6427
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.955787

Minimum	0.0366
Maximum	100.0304
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0366
5-th percentile	0.1179
Q1	7.5283
median	23.7229
Q3	40.6416
95-th percentile	63.7159
Maximum	100.0304
Range	99.9938
Interquartile range (IQR)	33.1133

Descriptive statistics

Standard deviation	20.847412
Coefficient of variation (CV)	0.80318935
Kurtosis	-0.77021057
Mean	25.955787
Median Absolute Deviation (MAD)	16.7097
Skewness	0.41808492
Sum	7670350.4
Variance	434.61458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1197	2016	0.7%
0.1195	2007	0.7%
0.1198	1994	0.7%
0.1194	1979	0.7%
0.1191	1812	0.6%
0.1199	1797	0.6%
0.1193	1762	0.6%
0.1201	1659	0.6%
0.119	1594	0.5%
0.1202	1565	0.5%
Other values (6417)	277331	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0366	1	< 0.1%
0.0373	1	< 0.1%
0.0374	1	< 0.1%
0.0377	1	< 0.1%
0.0379	3	< 0.1%
0.0383	1	< 0.1%
0.0384	1	< 0.1%
0.0385	2	< 0.1%
0.0387	1	< 0.1%
0.0388	1	< 0.1%

Value	Count	Frequency (%)
100.0304	1	< 0.1%
98.8084	1	< 0.1%
94.5698	1	< 0.1%
89.8357	2	< 0.1%
88.8467	5	< 0.1%
88.0388	14	< 0.1%
87.0883	15	< 0.1%
86.3116	12	< 0.1%
85.3974	24	< 0.1%
84.6501	27	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6238
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.755315

Minimum	0.0311
Maximum	96.936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0311
5-th percentile	0.1078
Q1	10.5294
median	27.2815
Q3	42.3694
95-th percentile	63.4039
Maximum	96.936
Range	96.9049
Interquartile range (IQR)	31.84

Descriptive statistics

Standard deviation	20.766439
Coefficient of variation (CV)	0.74819685
Kurtosis	-0.83464589
Mean	27.755315
Median Absolute Deviation (MAD)	15.5086
Skewness	0.2251464
Sum	8202139.6
Variance	431.24499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1082	2993	1.0%
0.1085	2937	1.0%
0.1086	2897	1.0%
0.1084	2870	1.0%
0.1081	2710	0.9%
0.1088	2524	0.9%
0.108	2332	0.8%
0.1078	2019	0.7%
0.1089	1936	0.7%
0.1077	1741	0.6%
Other values (6228)	270557	91.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0311	1	< 0.1%
0.0312	1	< 0.1%
0.0317	2	< 0.1%
0.0318	1	< 0.1%
0.0321	1	< 0.1%
0.0323	2	< 0.1%
0.0324	2	< 0.1%
0.0325	1	< 0.1%
0.0326	2	< 0.1%
0.0327	2	< 0.1%

Value	Count	Frequency (%)
96.936	2	< 0.1%
89.1159	2	< 0.1%
88.3056	4	< 0.1%
87.3522	18	< 0.1%
86.5731	12	< 0.1%
85.6562	16	< 0.1%
84.9067	24	< 0.1%
84.0241	33	< 0.1%
83.3024	38	< 0.1%
82.4524	55	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6251
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.772805

Minimum	0.0327
Maximum	129.9261
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.1074
Q1	9.665
median	25.9844
Q3	39.518
95-th percentile	56.1889
Maximum	129.9261
Range	129.8934
Interquartile range (IQR)	29.853

Descriptive statistics

Standard deviation	18.897545
Coefficient of variation (CV)	0.73323585
Kurtosis	-0.82097155
Mean	25.772805
Median Absolute Deviation (MAD)	14.2727
Skewness	0.15146467
Sum	7616276.3
Variance	357.1172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1087	1302	0.4%
0.1084	1292	0.4%
0.1086	1268	0.4%
0.1083	1234	0.4%
0.1088	1207	0.4%
0.1082	1171	0.4%
0.109	1151	0.4%
0.1091	1114	0.4%
0.108	1096	0.4%
0.1079	1060	0.4%
Other values (6241)	283621	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	1	< 0.1%
0.0336	1	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.034	1	< 0.1%
0.0341	3	< 0.1%
0.0342	3	< 0.1%
0.0343	5	< 0.1%
0.0344	2	< 0.1%
0.0346	1	< 0.1%

Value	Count	Frequency (%)
129.9261	1	< 0.1%
85.8287	1	< 0.1%
85.0777	4	< 0.1%
84.1934	7	< 0.1%
83.4702	9	< 0.1%
82.6184	30	< 0.1%
81.9217	46	< 0.1%
81.1007	38	< 0.1%
80.4289	61	< 0.1%
79.6371	67	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6402
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.460428

Minimum	0.0336
Maximum	92.0217
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0336
5-th percentile	0.1008
Q1	7.7471
median	21.4204
Q3	34.4882
95-th percentile	52.8453
Maximum	92.0217
Range	91.9881
Interquartile range (IQR)	26.7411

Descriptive statistics

Standard deviation	17.276121
Coefficient of variation (CV)	0.76918042
Kurtosis	-0.71840386
Mean	22.460428
Median Absolute Deviation (MAD)	13.215
Skewness	0.33141932
Sum	6637415.9
Variance	298.46437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1025	1217	0.4%
0.1026	1206	0.4%
0.1022	1175	0.4%
0.1023	1173	0.4%
0.1021	1165	0.4%
0.1019	1125	0.4%
0.1029	1118	0.4%
0.1027	1105	0.4%
0.103	1069	0.4%
0.1037	1059	0.4%
Other values (6392)	284104	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0336	1	< 0.1%
0.0338	1	< 0.1%
0.0339	1	< 0.1%
0.0341	1	< 0.1%
0.0343	1	< 0.1%
0.0344	2	< 0.1%
0.0346	2	< 0.1%
0.0348	1	< 0.1%
0.0349	1	< 0.1%
0.0351	2	< 0.1%

Value	Count	Frequency (%)
92.0217	1	< 0.1%
76.7411	1	< 0.1%
75.4135	4	< 0.1%
74.7083	3	< 0.1%
74.1305	3	< 0.1%
73.4487	5	< 0.1%
72.8899	6	< 0.1%
72.2303	12	< 0.1%
71.6896	22	< 0.1%
71.0511	24	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6206
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.84637

Minimum	0.0316
Maximum	118.8749
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0316
5-th percentile	0.1069
Q1	9.6501
median	27.1416
Q3	45.0239
95-th percentile	68.3837
Maximum	118.8749
Range	118.8433
Interquartile range (IQR)	35.3738

Descriptive statistics

Standard deviation	22.350827
Coefficient of variation (CV)	0.77482286
Kurtosis	-0.91558811
Mean	28.84637
Median Absolute Deviation (MAD)	17.6669
Skewness	0.29974334
Sum	8524563.8
Variance	499.55946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1072	2675	0.9%
0.1074	2647	0.9%
0.1075	2579	0.9%
0.1077	2554	0.9%
0.1071	2520	0.9%
0.1079	2508	0.8%
0.1078	2474	0.8%
0.108	2300	0.8%
0.107	2275	0.8%
0.1069	1975	0.7%
Other values (6196)	271009	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0316	1	< 0.1%
0.0321	2	< 0.1%
0.0322	2	< 0.1%
0.0324	2	< 0.1%
0.0326	3	< 0.1%
0.0327	3	< 0.1%
0.0329	3	< 0.1%
0.033	3	< 0.1%
0.0332	4	< 0.1%
0.0333	5	< 0.1%

Value	Count	Frequency (%)
118.8749	1	< 0.1%
101.1097	1	< 0.1%
93.4235	1	< 0.1%
90.595	1	< 0.1%
88.7468	1	< 0.1%
87.7697	3	< 0.1%
86.9716	2	< 0.1%
86.0327	1	< 0.1%
85.2654	4	< 0.1%
84.3623	6	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	50.25	26.54	243.0538	0.8805	0.0643	0.1489	0.1056	0.1051	0.1093	0.1341	0.1151	0.1188	0.1062	0.1290	0.1183	0.1204	0.1087	0.1130
1	0.309	50.25	26.54	242.0039	0.8928	0.0710	0.1436	0.1059	0.1013	0.1081	0.1285	0.1166	0.1103	0.1017	0.1223	0.1139	0.1166	0.1068	0.1110
2	0.619	50.25	26.54	241.5810	0.8960	0.0762	0.1402	0.1080	0.1007	0.1100	0.1260	0.1188	0.1088	0.1009	0.1215	0.1128	0.1155	0.1067	0.1103
3	0.928	50.25	26.54	241.1596	0.8980	0.0797	0.1392	0.1112	0.1011	0.1121	0.1252	0.1209	0.1086	0.1007	0.1212	0.1121	0.1152	0.1070	0.1102
4	1.235	50.25	26.54	240.7642	0.8983	0.0822	0.1395	0.1142	0.1021	0.1143	0.1256	0.1233	0.1086	0.1004	0.1215	0.1120	0.1151	0.1072	0.1102
5	1.545	50.25	26.54	240.7683	0.8990	0.0844	0.1404	0.1172	0.1032	0.1165	0.1262	0.1253	0.1086	0.1004	0.1215	0.1116	0.1151	0.1072	0.1100
6	1.853	50.25	26.54	240.7723	0.8990	0.0863	0.1416	0.1199	0.1043	0.1185	0.1269	0.1273	0.1087	0.1003	0.1215	0.1113	0.1149	0.1074	0.1099
7	2.161	50.25	26.54	240.7763	0.8990	0.0876	0.1432	0.1223	0.1053	0.1203	0.1277	0.1291	0.1086	0.1001	0.1215	0.1112	0.1149	0.1075	0.1099
8	2.470	50.25	26.54	240.9038	0.8990	0.0889	0.1443	0.1242	0.1064	0.1220	0.1288	0.1306	0.1088	0.1000	0.1216	0.1109	0.1148	0.1078	0.1098
9	2.779	50.25	26.54	241.0592	0.8990	0.0904	0.1455	0.1261	0.1073	0.1235	0.1296	0.1319	0.1086	0.1001	0.1215	0.1109	0.1148	0.1076	0.1099

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295506	90906.841	62.28	26.42	0.5429	0.2020	60.9443	75.6194	82.2033	27.2366	70.1076	80.6531	82.8830	62.5385	46.8330	67.0980	64.3359	69.0754	51.2453	70.0976
295507	90907.146	62.28	26.42	0.1037	0.2020	66.0296	79.0683	82.2033	27.0332	66.9022	73.5077	77.0531	58.8889	50.8583	70.9577	51.4357	63.5316	50.9695	68.3837
295508	90907.451	62.28	26.42	0.0000	0.2010	67.5047	73.1111	74.5825	25.8722	63.9733	69.2602	70.8143	58.8889	48.7382	68.7283	64.8558	62.6239	49.7900	71.2524
295509	90907.757	62.28	26.42	0.0000	0.2004	60.9443	68.5571	70.9577	25.3273	62.1572	67.0156	67.5280	60.6597	47.3693	66.0832	66.8349	62.6239	50.3730	69.4831
295510	90908.061	62.28	26.42	0.0000	0.2000	54.4606	62.6869	68.1441	25.2306	55.7412	60.5782	61.7820	60.6597	48.1713	66.6330	65.8307	61.3484	50.6424	68.3837
295511	90908.366	62.28	26.42	0.0000	0.2004	50.0809	58.0787	58.9374	21.7880	53.0277	54.9192	58.3870	56.7773	49.3184	63.2123	65.2954	59.2350	50.6424	67.8952
295512	90908.671	62.28	26.42	0.0000	0.2000	46.1185	55.1483	56.9725	23.1202	50.5620	52.4326	54.0231	55.9880	50.8583	69.8255	64.3359	57.6725	50.0533	68.9791
295513	90908.976	62.28	26.42	0.0000	0.2008	41.6775	48.7046	54.8161	22.9051	47.2584	50.4951	50.8483	56.7773	48.4789	70.3356	64.3359	58.4435	49.4775	68.9791
295514	90909.281	62.28	26.42	0.0000	0.2000	38.1549	45.3727	49.5202	22.6808	46.2493	48.1206	49.9924	59.2824	48.4789	62.7987	64.8558	57.6725	49.2201	66.8445
295515	90909.585	62.28	26.42	0.0000	0.2000	35.7839	41.4592	47.3498	21.7880	45.0672	46.2396	49.1134	56.7773	49.3184	61.0401	63.9090	56.9212	49.4775	68.3837

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample